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The Burrito Bot

Semantic similarity searching in SQL Server 2025 to provide burrito restaurant recommendations

Resources

Supporting blog post for this repository and session:
https://dbafromthecold.com/2026/03/27/the-burrito-bot-ai-powered-search-in-sql-server-2025/

Slides for presentation are available here:
https://dbafromthecold.github.io/burrito-bot

Massive Text Embedding Benchmark:
https://huggingface.co/spaces/mteb/leaderboard

Vector search and vector indexes in the SQL Database Engine:
https://learn.microsoft.com/en-us/sql/sql-server/ai/vectors

Vector and embeddings: Frequently asked questions:
https://learn.microsoft.com/en-us/sql/sql-server/ai/vectors-faq

AI_GENERATE_EMBEDDINGS Function:
https://learn.microsoft.com/en-gb/sql/t-sql/functions/ai-generate-embeddings-transact-sql

Efficiently and Elegantly Modeling Embeddings in Azure SQL and SQL Server:
https://devblogs.microsoft.com/azure-sql/efficiently-and-elegantly-modeling-embeddings-in-azure-sql-and-sql-server

Visualising Embeddings:
https://projector.tensorflow.org

Vector Similarity Explained:
https://www.pinecone.io/learn/vector-similarity

Cosine Similarity and Cosine Distance:
https://docs.singlestore.com/cloud/reference/sql-reference/vector-functions/cosine-similarity-and-cosine-distance

Getting Started with Vector Search in SQL Server 2025 Using Ollama:
https://www.nocentino.com/posts/2025-05-19-ollama-sql-faststart/

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Chatbot to provide burrito restaurant recommendations

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